Bridging Risk Approximation Gaps in Model Predictive Task Sampling via In-Context Modeling Paper • 2610.14913 • Published 10 days ago • 3
You Only Edit Once: Incentivizing In-Context Capability of LLMs via Local Demonstration Refinement Paper • 2609.33609 • Published 23 days ago • 4
Listwise Policy Optimization: Group-based RLVR as Target-Projection on the LLM Response Simplex Paper • 2605.06139 • Published May 7 • 69
Small Generalizable Prompt Predictive Models Can Steer Efficient RL Post-Training of Large Reasoning Models Paper • 2602.01970 • Published Feb 2 • 7
Can Prompt Difficulty be Online Predicted for Accelerating RL Finetuning of Reasoning Models? Paper • 2507.04632 • Published Jul 7, 2025 • 2
